Sri Harsha Mudumba
@sriharshamudumba1
AI Engineer at Procal Technologies building telecom agents and LLM evaluation systems for production network workflows.
United StatesWhat I'm looking for
At Procal Technologies, I developed Google ADK agents for network optimization and root cause analysis across telecom clients. I built RAG tools with about 20 ms retrieval and used evaluations across 135,000+ QA pairs to gate custom LLM releases.
I also trained and deployed a Gemma 4 E4B student model, reducing VRAM use by 88% and increasing throughput from 15 to 110 requests per second. At Iowa State University, I designed fused CUDA kernels that reduced training time by 40%, and co-designed reinforcement-learning policies that saved 86–88% energy within 1% accuracy loss.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Procal Technologies
Oct 2025 - Present (1 year)
Developed Google ADK agents for network optimization and root cause analysis across three telecom clients, using tool calls and agent-to-agent coordination. Built RAG tools with a retrieval step of about 20 ms and connected custom LLMs to agent workflows through vLLM-compatible endpoints.
Profiled multi-node A100 training with Nsight Systems and Nsight Compute to isolate memory-bound bottlenecks, then designed custom fused CUDA kernels that cut memory-bandwidth overhead by 22% and training wall-clock time by 40%. Scaled training across multi-node A100 clusters with PyTorch DDP, gradient clipping, and generalized advantage estimation.
Worked on client production data pipelines processing 5+ TB, profiling Python feature-processing bottlenecks and using NumPy vectorization and multiprocessing to reduce processing time by 30%. Improved feature retrieval for client ML pipelines by redesigning Oracle indexes and join strategies, reducing query latency by 40%.
Education
Degrees, certifications, and relevant coursework
Iowa State University
Master of Science, Computer Engineering
2023 - 2025
Grade: 3.77
Pursued a Master of Science in Computer Engineering, focusing on machine learning and systems optimization.
Amrita Vishwa Vidyapeetham
Bachelor of Technology, Electronics and Communication Engineering
2016 - 2020
Completed a Bachelor of Technology in Electronics and Communication Engineering.
Availability
Location
United StatesAuthorized to work in
Salary expectations
Job categories
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